Classes
AnnotatedDataset
AnnotatedDataset is a set holding annotations for data in a Dataset. Each labeling task will generate an AnnotatedDataset under the Dataset that the task is requested for.
AnnotatedDatasetMetadata
Metadata on AnnotatedDataset.
AnnotatedDatasetName
Resource name for the AnnotatedDataset resource.
Annotation
Annotation for Example. Each example may have one or more annotations. For example in image classification problem, each image might have one or more labels. We call labels binded with this image an Annotation.
AnnotationMetadata
Additional information associated with the annotation.
AnnotationSpec
Container of information related to one possible annotation that can be used
in a labeling task. For example, an image classification task where images
are labeled as dog or cat must reference an AnnotationSpec for dog and
an AnnotationSpec for cat.
AnnotationSpecSet
An AnnotationSpecSet is a collection of label definitions. For example, in image classification tasks, you define a set of possible labels for images as an AnnotationSpecSet. An AnnotationSpecSet is immutable upon creation.
AnnotationSpecSetName
Resource name for the AnnotationSpecSet resource.
AnnotationValue
Annotation value for an example.
Attempt
Records a failed evaluation job run.
BigQuerySource
The BigQuery location for input data. If used in an [EvaluationJob][google.cloud.datalabeling.v1beta1.EvaluationJob], this is where the service saves the prediction input and output sampled from the model version.
BoundingBoxEvaluationOptions
Options regarding evaluation between bounding boxes.
BoundingPoly
A bounding polygon in the image.
BoundingPolyConfig
Config for image bounding poly (and bounding box) human labeling task.
ClassificationMetadata
Metadata for classification annotations.
ClassificationMetrics
Metrics calculated for a classification model.
ConfusionMatrix
Confusion matrix of the model running the classification. Only applicable when the metrics entry aggregates multiple labels. Not applicable when the entry is for a single label.
ConfusionMatrix.Types
Container for nested types declared in the ConfusionMatrix message type.
ConfusionMatrix.Types.ConfusionMatrixEntry
ConfusionMatrix.Types.Row
A row in the confusion matrix. Each entry in this row has the same ground truth label.
CreateAnnotationSpecSetRequest
Request message for CreateAnnotationSpecSet.
CreateDatasetRequest
Request message for CreateDataset.
CreateEvaluationJobRequest
Request message for CreateEvaluationJob.
CreateInstructionMetadata
Metadata of a CreateInstruction operation.
CreateInstructionRequest
Request message for CreateInstruction.
CsvInstruction
Deprecated: this instruction format is not supported any more. Instruction from a CSV file.
DataItem
DataItem is a piece of data, without annotation. For example, an image.
DataItemName
Resource name for the DataItem resource.
DataLabelingService
Service for the AI Platform Data Labeling API.
DataLabelingService.DataLabelingServiceBase
Base class for server-side implementations of DataLabelingService
DataLabelingService.DataLabelingServiceClient
Client for DataLabelingService
DataLabelingServiceClient
DataLabelingService client wrapper, for convenient use.
DataLabelingServiceClientBuilder
Builder class for DataLabelingServiceClient to provide simple configuration of credentials, endpoint etc.
DataLabelingServiceClientImpl
DataLabelingService client wrapper implementation, for convenient use.
DataLabelingServiceSettings
Settings for DataLabelingServiceClient instances.
Dataset
Dataset is the resource to hold your data. You can request multiple labeling tasks for a dataset while each one will generate an AnnotatedDataset.
DatasetName
Resource name for the Dataset resource.
DeleteAnnotatedDatasetRequest
Request message for DeleteAnnotatedDataset.
DeleteAnnotationSpecSetRequest
Request message for DeleteAnnotationSpecSet.
DeleteDatasetRequest
Request message for DeleteDataset.
DeleteEvaluationJobRequest
Request message DeleteEvaluationJob.
DeleteInstructionRequest
Request message for DeleteInstruction.
Evaluation
Describes an evaluation between a machine learning model's predictions and ground truth labels. Created when an [EvaluationJob][google.cloud.datalabeling.v1beta1.EvaluationJob] runs successfully.
EvaluationConfig
Configuration details used for calculating evaluation metrics and creating an [Evaluation][google.cloud.datalabeling.v1beta1.Evaluation].
EvaluationJob
Defines an evaluation job that runs periodically to generate [Evaluations][google.cloud.datalabeling.v1beta1.Evaluation]. Creating an evaluation job is the starting point for using continuous evaluation.
EvaluationJob.Types
Container for nested types declared in the EvaluationJob message type.
EvaluationJobAlertConfig
Provides details for how an evaluation job sends email alerts based on the results of a run.
EvaluationJobConfig
Configures specific details of how a continuous evaluation job works. Provide this configuration when you create an EvaluationJob.
EvaluationJobName
Resource name for the EvaluationJob resource.
EvaluationMetrics
EvaluationName
Resource name for the Evaluation resource.
EventConfig
Config for video event human labeling task.
Example
An Example is a piece of data and its annotation. For example, an image with label "house".
ExampleName
Resource name for the Example resource.
ExportDataOperationMetadata
Metadata of an ExportData operation.
ExportDataOperationResponse
Response used for ExportDataset longrunning operation.
ExportDataRequest
Request message for ExportData API.
GcsDestination
Export destination of the data.Only gcs path is allowed in output_uri.
GcsFolderDestination
Export folder destination of the data.
GcsSource
Source of the Cloud Storage file to be imported.
GetAnnotatedDatasetRequest
Request message for GetAnnotatedDataset.
GetAnnotationSpecSetRequest
Request message for GetAnnotationSpecSet.
GetDataItemRequest
Request message for GetDataItem.
GetDatasetRequest
Request message for GetDataSet.
GetEvaluationJobRequest
Request message for GetEvaluationJob.
GetEvaluationRequest
Request message for GetEvaluation.
GetExampleRequest
Request message for GetExample
GetInstructionRequest
Request message for GetInstruction.
HumanAnnotationConfig
Configuration for how human labeling task should be done.
ImageBoundingPolyAnnotation
Image bounding poly annotation. It represents a polygon including bounding box in the image.
ImageClassificationAnnotation
Image classification annotation definition.
ImageClassificationConfig
Config for image classification human labeling task.
ImagePayload
Container of information about an image.
ImagePolylineAnnotation
A polyline for the image annotation.
ImageSegmentationAnnotation
Image segmentation annotation.
ImportDataOperationMetadata
Metadata of an ImportData operation.
ImportDataOperationResponse
Response used for ImportData longrunning operation.
ImportDataRequest
Request message for ImportData API.
InputConfig
The configuration of input data, including data type, location, etc.
Instruction
Instruction of how to perform the labeling task for human operators. Currently only PDF instruction is supported.
InstructionName
Resource name for the Instruction resource.
LabelImageBoundingBoxOperationMetadata
Details of a LabelImageBoundingBox operation metadata.
LabelImageBoundingPolyOperationMetadata
Details of LabelImageBoundingPoly operation metadata.
LabelImageClassificationOperationMetadata
Metadata of a LabelImageClassification operation.
LabelImageOrientedBoundingBoxOperationMetadata
Details of a LabelImageOrientedBoundingBox operation metadata.
LabelImagePolylineOperationMetadata
Details of LabelImagePolyline operation metadata.
LabelImageRequest
Request message for starting an image labeling task.
LabelImageRequest.Types
Container for nested types declared in the LabelImageRequest message type.
LabelImageSegmentationOperationMetadata
Details of a LabelImageSegmentation operation metadata.
LabelOperationMetadata
Metadata of a labeling operation, such as LabelImage or LabelVideo. Next tag: 20
LabelStats
Statistics about annotation specs.
LabelTextClassificationOperationMetadata
Details of a LabelTextClassification operation metadata.
LabelTextEntityExtractionOperationMetadata
Details of a LabelTextEntityExtraction operation metadata.
LabelTextRequest
Request message for LabelText.
LabelTextRequest.Types
Container for nested types declared in the LabelTextRequest message type.
LabelVideoClassificationOperationMetadata
Details of a LabelVideoClassification operation metadata.
LabelVideoEventOperationMetadata
Details of a LabelVideoEvent operation metadata.
LabelVideoObjectDetectionOperationMetadata
Details of a LabelVideoObjectDetection operation metadata.
LabelVideoObjectTrackingOperationMetadata
Details of a LabelVideoObjectTracking operation metadata.
LabelVideoRequest
Request message for LabelVideo.
LabelVideoRequest.Types
Container for nested types declared in the LabelVideoRequest message type.
ListAnnotatedDatasetsRequest
Request message for ListAnnotatedDatasets.
ListAnnotatedDatasetsResponse
Results of listing annotated datasets for a dataset.
ListAnnotationSpecSetsRequest
Request message for ListAnnotationSpecSets.
ListAnnotationSpecSetsResponse
Results of listing annotation spec set under a project.
ListDataItemsRequest
Request message for ListDataItems.
ListDataItemsResponse
Results of listing data items in a dataset.
ListDatasetsRequest
Request message for ListDataset.
ListDatasetsResponse
Results of listing datasets within a project.
ListEvaluationJobsRequest
Request message for ListEvaluationJobs.
ListEvaluationJobsResponse
Results for listing evaluation jobs.
ListExamplesRequest
Request message for ListExamples.
ListExamplesResponse
Results of listing Examples in and annotated dataset.
ListInstructionsRequest
Request message for ListInstructions.
ListInstructionsResponse
Results of listing instructions under a project.
NormalizedBoundingPoly
Normalized bounding polygon.
NormalizedPolyline
Normalized polyline.
NormalizedVertex
A vertex represents a 2D point in the image. NOTE: the normalized vertex coordinates are relative to the original image and range from 0 to 1.
ObjectDetectionConfig
Config for video object detection human labeling task. Object detection will be conducted on the images extracted from the video, and those objects will be labeled with bounding boxes. User need to specify the number of images to be extracted per second as the extraction frame rate.
ObjectDetectionMetrics
Metrics calculated for an image object detection (bounding box) model.
ObjectTrackingConfig
Config for video object tracking human labeling task.
ObjectTrackingFrame
Video frame level annotation for object detection and tracking.
OperatorMetadata
General information useful for labels coming from contributors.
OutputConfig
The configuration of output data.
PauseEvaluationJobRequest
Request message for PauseEvaluationJob.
PdfInstruction
Instruction from a PDF file.
Polyline
A line with multiple line segments.
PolylineConfig
Config for image polyline human labeling task.
PrCurve
PrCurve.Types
Container for nested types declared in the PrCurve message type.
PrCurve.Types.ConfidenceMetricsEntry
ResumeEvaluationJobRequest
Request message ResumeEvaluationJob.
SearchEvaluationsRequest
Request message for SearchEvaluation.
SearchEvaluationsResponse
Results of searching evaluations.
SearchExampleComparisonsRequest
Request message of SearchExampleComparisons.
SearchExampleComparisonsResponse
Results of searching example comparisons.
SearchExampleComparisonsResponse.Types
Container for nested types declared in the SearchExampleComparisonsResponse message type.
SearchExampleComparisonsResponse.Types.ExampleComparison
Example comparisons comparing ground truth output and predictions for a specific input.
SegmentationConfig
Config for image segmentation
SentimentConfig
Config for setting up sentiments.
SequentialSegment
Start and end position in a sequence (e.g. text segment).
TextClassificationAnnotation
Text classification annotation.
TextClassificationConfig
Config for text classification human labeling task.
TextEntityExtractionAnnotation
Text entity extraction annotation.
TextEntityExtractionConfig
Config for text entity extraction human labeling task.
TextMetadata
Metadata for the text.
TextPayload
Container of information about a piece of text.
TimeSegment
A time period inside of an example that has a time dimension (e.g. video).
UpdateEvaluationJobRequest
Request message for UpdateEvaluationJob.
Vertex
A vertex represents a 2D point in the image. NOTE: the vertex coordinates are in the same scale as the original image.
VideoClassificationAnnotation
Video classification annotation.
VideoClassificationConfig
Config for video classification human labeling task. Currently two types of video classification are supported:
- Assign labels on the entire video.
- Split the video into multiple video clips based on camera shot, and assign labels on each video clip.
VideoClassificationConfig.Types
Container for nested types declared in the VideoClassificationConfig message type.
VideoClassificationConfig.Types.AnnotationSpecSetConfig
Annotation spec set with the setting of allowing multi labels or not.
VideoEventAnnotation
Video event annotation.
VideoObjectTrackingAnnotation
Video object tracking annotation.
VideoPayload
Container of information of a video.
VideoThumbnail
Container of information of a video thumbnail.
Enums
AnnotatedDatasetMetadata.AnnotationRequestConfigOneofCase
Enum of possible cases for the "annotation_request_config" oneof.
AnnotatedDatasetName.ResourceNameType
The possible contents of AnnotatedDatasetName.
AnnotationSentiment
AnnotationSource
Specifies where the annotation comes from (whether it was provided by a human labeler or a different source).
AnnotationSpecSetName.ResourceNameType
The possible contents of AnnotationSpecSetName.
AnnotationType
AnnotationValue.ValueTypeOneofCase
Enum of possible cases for the "value_type" oneof.
DataItem.PayloadOneofCase
Enum of possible cases for the "payload" oneof.
DataItemName.ResourceNameType
The possible contents of DataItemName.
DataType
DatasetName.ResourceNameType
The possible contents of DatasetName.
EvaluationConfig.VerticalOptionOneofCase
Enum of possible cases for the "vertical_option" oneof.
EvaluationJob.Types.State
State of the job.
EvaluationJobConfig.HumanAnnotationRequestConfigOneofCase
Enum of possible cases for the "human_annotation_request_config" oneof.
EvaluationJobName.ResourceNameType
The possible contents of EvaluationJobName.
EvaluationMetrics.MetricsOneofCase
Enum of possible cases for the "metrics" oneof.
EvaluationName.ResourceNameType
The possible contents of EvaluationName.
Example.PayloadOneofCase
Enum of possible cases for the "payload" oneof.
ExampleName.ResourceNameType
The possible contents of ExampleName.
ImageBoundingPolyAnnotation.BoundedAreaOneofCase
Enum of possible cases for the "bounded_area" oneof.
ImagePolylineAnnotation.PolyOneofCase
Enum of possible cases for the "poly" oneof.
InputConfig.DataTypeMetadataOneofCase
Enum of possible cases for the "data_type_metadata" oneof.
InputConfig.SourceOneofCase
Enum of possible cases for the "source" oneof.
InstructionName.ResourceNameType
The possible contents of InstructionName.
LabelImageRequest.RequestConfigOneofCase
Enum of possible cases for the "request_config" oneof.
LabelImageRequest.Types.Feature
Image labeling task feature.
LabelOperationMetadata.DetailsOneofCase
Enum of possible cases for the "details" oneof.
LabelTextRequest.RequestConfigOneofCase
Enum of possible cases for the "request_config" oneof.
LabelTextRequest.Types.Feature
Text labeling task feature.
LabelVideoRequest.RequestConfigOneofCase
Enum of possible cases for the "request_config" oneof.
LabelVideoRequest.Types.Feature
Video labeling task feature.
ObjectTrackingFrame.BoundedAreaOneofCase
Enum of possible cases for the "bounded_area" oneof.
OutputConfig.DestinationOneofCase
Enum of possible cases for the "destination" oneof.